Cooperators have low degrees
#Define degrees of isolation
isolationDegree = 2
#number of iterations per arm
iterations = 500
modelForPrediction = "random forest" #"linear" or "random forest"
# List of manipulating parameters of experiments
#L : number of rounds
#V : Visible or not
#A : Income of a rich-group subject
#B : Income of a poor-group subject
#R : Probability to be assigned to a rich group
#I : Number of the same-parameter trial
R = 0.5
I = 0
L = 10
trends.df = data.frame()
for(A in c(1150,700,500)){
for(V in c(0,1)){
V = V
A = A
if(A==1150){B = 200} #high inequality
if(A==700){B = 300} #low inequality
if(A==500){B = 500} #no inequality
if(modelForPrediction=="random forest"){
source(paste(rootdir,"R/models.R",sep="/"))
if(V==0){
model1<-model1.invisible(redo=FALSE)
model2<-model2.invisible(redo=FALSE)
model3<-model3(redo=FALSE)
}
if(V==1){
model1<-model1.visible(redo=FALSE)
model2<-model2.visible(redo=FALSE)
model3<-model3(redo=FALSE)
}
}
df.netIntLowDegree = data.frame(
coopFrac = NULL,
avgCoop = NULL,
avgCoopFinal = NULL,
percentIsolation = NULL,
isolation = NULL,
percentIsolationC = NULL,
percentIsolationD = NULL,
nCommunities = NULL,
communitySize = NULL,
assortativityInitial = NULL,
assortativityFinal = NULL,
conversionRate = NULL,
conversionToD = NULL,
conversionToC = NULL,
transitivity = NULL,
degree = NULL,
degreeC = NULL,
degreeD = NULL,
meanConversionToD = NULL,
meanConversionToC = NULL,
degreeLost = NULL,
degreeLostC = NULL,
degreeLostD = NULL
)
#Here, factionCoop=0 will be the control: no rearranging of nodes will take place
for(frac in c(0,0.25,0.5,0.75,1)){
#nodes in the top fractionCoop degrees will automatically be a cooperator
fractionCoop = frac
coopFrac = NULL
avgCoop = NULL
homophilyC = NULL
homophilyD = NULL
heterophily = NULL
avgCoopFinal = NULL
percentIsolation = NULL
isolation = NULL
percentIsolationC = NULL
percentIsolationD = NULL
nCommunities = NULL
communitySize = NULL
assortativityInitial = NULL
assortativityFinal = NULL
conversionRate = NULL
conversionToD = NULL
conversionToC = NULL
transitivity = NULL
degree = NULL
degreeC = NULL
degreeD = NULL
meanConversionToD = NULL
meanConversionToC = NULL
degreeLost = NULL
degreeLostC = NULL
degreeLostD = NULL
avg_wealth = NULL
gini = NULL
for(m in c(1:iterations)){
# Section 1. NOTES, packages, and Parameters
#Importing library
library(igraph) # for network graphing
library(reldist) # for gini calculatio
library(boot) # for inv.logit calculation
#Two prefixed functions
#rank
rank1 = function(x) {rank(x,na.last=NA,ties.method="average")[1]} #a smaller value has a smaller rank.
#gini mean difference (a.k.a. mean difference: please refer to https://stat.ethz.ch/pipermail/r-help/2003-April/032782.html)
gmd = function(x) {
x1 = na.omit(x)
n = length(x1)
tmp = 0
for (i in 1:n) {
for (j in 1:n) {
tmp <- tmp + abs(x1[i]-x1[j])
}
}
answer = tmp/(n*n)
return(answer)
}
# List of fixed parameters of experiments (assumptions)
#Rewiring rate = 0.3
#GINI coefficient (can be known by A or B)
GINI = 0*as.numeric(A==500) + 0.2*as.numeric(A %in% c(700,850)) + 0.4*as.numeric(A ==1150)
#Collecting data frame (final output data frame)
result = data.frame(round=0:L,n_par=NA,n_A=NA,avg_coop=NA,avg_degree=NA,avg_wealth=NA,gini=NA,gmd=NA,avg_coop_A=NA,avg_degree_A=NA,avg_wealth_A=NA,gini_A=NA,gmd_A=NA,avg_coop_B=NA,avg_degree_B=NA,avg_wealth_B=NA,gini_B=NA,gmd_B=NA,isolation=NA,percentIsolation=NA,meanConversionToD=NA,meanConversionToC=NA,degreeLost=NA,degreeLostC=NA,degreeLostD=NA)
#_A is for a richer group and _B is for a poorer group
#####################################################
# Section 1.5: Practice rounds 1 to 2, to determine C/D in round 1
N = 17 # median of the number of participants over rounds.
node_rp0 = data.frame(ego_id=1:N, round=0)
node_import = node_rp0
for (k in 1:2){
node_rX = node_import #Importing data
node_rX$round = node_rX$round + 1
node_rX[is.na(node_rX$prev_degree)==1,"prev_degree"] = 0
node_rX[is.na(node_rX$prev_local_rate_coop)==1,"prev_local_rate_coop"] = 0
#Only this calculation needs to change from Round 1
if (k==1) {
node_rX$prob_coop = inv.logit(1.099471)
} else {
node_rX$prob_coop = inv.logit((-0.02339288) + (1.46068980)*as.numeric(node_rX$prev_coop==1))
}
node_rX$coop = apply(data.frame(node_rX$prob_coop),1,function(x) {sample(1:0,1,prob=c(x,(1-x)))})
node_rX$prev_coop = node_rX$coop
assign(paste("coop_rp",k, sep=""),node_rX$coop)
#For the loop
node_import = node_rX
}
#cooperation rate in the practice rounds
coop_rp = apply(cbind(coop_rp1,coop_rp2),1,mean)
#####################################################
# Section 2: Round 0 (Agents and environments)
#Node data generation
N = 17 # median of the number of participants over rounds.
node_r0 = data.frame(ego_id=1:N, round=0)
node_r0$coop_rp = ifelse(coop_rp==1,"C","D")
node_r0$group = sample(c("rich","poor"),N,replace=TRUE,prob=c(R,1-R)) #R is defined as the probability to be assigned to the rich group
node_r0$initial_wealth = ifelse(node_r0$group=="rich",A,B)
#Link data generation
ego_list = NULL
for (i in 1:N) { ego_list = c(ego_list,rep(i,N)) }
link_r0 = data.frame(ego_id=ego_list,alt_id=rep(1:N,N))
link_r0 = link_r0[(link_r0$ego_id < link_r0$alt_id),] #The link was bidirectional, and thus the half and self are omitted.
link_r0$connected = sample(0:1,dim(link_r0)[1],replace=TRUE,prob=c(0.7,0.3)) #Initial rewiring rate is fixed, 0.3
link_r0c_ego = link_r0[link_r0$connected==1,]
link_r0c_alt = link_r0[link_r0$connected==1,]
colnames(link_r0c_alt) = c("alt_id","ego_id","connected")
link_r0c = rbind(link_r0c_ego,link_r0c_alt) #this is bidirectional (double counted) for connected ties.
link_r0c = link_r0c[order(link_r0c$ego_id),]
link_r0c$alternumber = NA #putting the number for each alter in the same ego
link_r0c[1,]$alternumber = 1
for (i in 1:(dim(link_r0c)[1]-1))
{if (link_r0c[i,]$ego_id == link_r0c[i+1,]$ego_id)
{link_r0c[i+1,]$alternumber = link_r0c[i,]$alternumber + 1}
else
{link_r0c[i+1,]$alternumber = 1}
#print(i)
}
link_r0c2 = reshape(link_r0c, direction = "wide", idvar=c("ego_id","connected"), timevar="alternumber")
link_r0c2$initial_degree = apply(link_r0c2[,colnames(link_r0c2)[substr(colnames(link_r0c2),1,6) == "alt_id"]],1,function(x){length(na.omit(x))}) #Degree of each ego
link_r0c2[is.na(link_r0c2$initial_degree)==1,"initial_degree"] = 0
#Reflect the degree and initial local gini coefficient into the node data
node_r0 = merge(x=node_r0,y=link_r0c2,all.x=TRUE,all.y=FALSE,by="ego_id")
node_r0$initial_avg_env_wealth = NA
node_r0$initial_local_gini = NA #local gini coefficient of the ego and connecting alters
node_r0$initial_rel_rank = NA #local rank of ego among the ego and connecting alters (divided by the number of the go and connecting alters)
for (i in 1:(dim(node_r0)[1])){
node_r0[i,]$initial_avg_env_wealth = mean(na.omit(node_r0[node_r0$ego_id %in%
node_r0[i,colnames(node_r0)[substr(colnames(node_r0),1,6) %in% c("ego_id","alt_id")]],"initial_wealth"]))
node_r0[i,]$initial_local_gini = gini(na.omit(node_r0[node_r0$ego_id %in% node_r0[i,colnames(node_r0)[substr(colnames(node_r0),1,6)
%in% c("ego_id","alt_id")]],"initial_wealth"]))
node_r0[i,]$initial_rel_rank = rank1(na.omit(node_r0[node_r0$ego_id %in% node_r0[i,colnames(node_r0)[substr(colnames(node_r0),1,6)
%in% c("ego_id","alt_id")]],"initial_wealth"]))/length(na.omit(node_r0[node_r0$ego_id %in%
node_r0[i,colnames(node_r0)[substr(colnames(node_r0),1,6) %in% c("ego_id","alt_id")]],"initial_wealth"]))
}
#Finalization of round 0 and Visualization
#plot(graph.data.frame(link_r0[link_r0$connected==1,],directed=F)) #plot.igraph
node_r0$everIsolated = 0
node_r0$maxDegreeLost = NA
result[result$round==0,2:25] = c(length(node_r0$ego_id),length(node_r0[node_r0$group=="rich",]$ego_id),NA,mean(node_r0$initial_degree),mean(node_r0$initial_wealth),gini(node_r0$initial_wealth),gmd(node_r0$initial_wealth),NA,mean(node_r0[node_r0$group=="rich",]$initial_degree),mean(node_r0[node_r0$group=="rich",]$initial_wealth),gini(node_r0[node_r0$group=="rich",]$initial_wealth),gmd(node_r0[node_r0$group=="rich",]$initial_wealth),NA,mean(node_r0[node_r0$group=="poor",]$initial_degree),mean(node_r0[node_r0$group=="poor",]$initial_wealth),gini(node_r0[node_r0$group=="poor",]$initial_wealth),gmd(node_r0[node_r0$group=="poor",]$initial_wealth),
as.numeric(ifelse(is.na(table(node_r0$initial_degree<=isolationDegree)["TRUE"]),0,1)),
as.numeric(sum(node_r0$everIsolated)/length(node_r0$ego_id)),
NA,
NA,
NA,NA,NA
)
g_r0 = graph_from_data_frame(link_r0[link_r0$connected==1,][1:2], directed = FALSE, vertices=node_r0)
node_r0$prev_closeness = closeness(g_r0)
#For the loop at the next round (for round 1, the initial one is the same as the previous [1 prior] one)
node_import = node_r0
node_import$initial_coop = NA
node_import$prev_coop = NA
node_import$prev_wealth = node_import$initial_wealth
node_import$prev_degree = node_import$initial_degree
node_import$prev_avg_env_wealth = node_import$initial_avg_env_wealth
node_import$prev_local_gini = node_import$initial_local_gini
node_import$prev_rel_rank = node_import$initial_rel_rank
node_import$prev_local_rate_coop = NA
link_import = link_r0
#####################################################
# Section 3: Rounds 1 to 10 or more (behaviors in simulation: the equation of cooperation is different at round 1 because of no history)
#3-1: Cooperation phase
for (k in 1:L)
{
node_rX = node_import #Importing data
node_rX$round = node_rX$round + 1
node_rX[is.na(node_rX$prev_degree)==1,"prev_degree"] = 0
node_rX[is.na(node_rX$prev_closeness)==1,"prev_closeness"] = 0
node_rX[is.na(node_rX$prev_local_rate_coop)==1,"prev_local_rate_coop"] = 0
#Only this calculation needs to change from Round 1
if(modelForPrediction=="linear"){
if (k==1) {
node_rX$prob_coop = as.numeric(V==0)*inv.logit((-1.816665) + (2.086067)*coop_rp1 + (1.800153)*coop_rp2) + as.numeric(V==1)*inv.logit((-2.031577) + (2.427157)*coop_rp1 + (1.684193)*coop_rp2 + (-1.528851)*GINI)
} else {
node_rX$prob_coop = as.numeric(V==0 & node_rX$prev_coop==0)*inv.logit(-1.039916) + as.numeric(V==0 & node_rX$prev_coop==1)*inv.logit(2.062023) + as.numeric(V==1 & node_rX$prev_coop==0)*inv.logit((-0.2574838)*as.numeric(node_rX$prev_avg_env_wealth - node_rX$prev_wealth > 0) + (-1.214198)*GINI + (2.508148)*GINI*as.numeric(node_rX$prev_avg_env_wealth - node_rX$prev_wealth > 0) + (-0.9749075)) + as.numeric(V==1 & node_rX$prev_coop==1)*inv.logit((- 0.6197254)*as.numeric(node_rX$prev_avg_env_wealth - node_rX$prev_wealth > 0) + (-0.7480261)*GINI + (1.169674)*GINI*as.numeric(node_rX$prev_avg_env_wealth - node_rX$prev_wealth > 0) + (1.356784))
}
}
if(modelForPrediction=="random forest"){
if (k==1) {
if(V==1){node_rX$prob_coop = predict(model1,
newdata=
data.frame(
behavior.p1 = coop_rp1,
behavior.p2 = coop_rp2,
gini = GINI
),
type = "prob"
)[[1]]$C}
else if(V==0){node_rX$prob_coop = predict(model1,
newdata=
data.frame(
behavior.p1 = coop_rp1,
behavior.p2 = coop_rp2
),
type = "prob"
)[[1]]$C}
} else {
if(V==1){node_rX$prob_coop = predict(model2,
newdata=
data.frame(
prevCoop = node_rX$prev_coop,
gini = GINI,
alterPrevWealth = node_rX$prev_avg_env_wealth,
egoPrevWealth = node_rX$prev_wealth
),
type = "prob"
)[[1]]$C}
else if(V==0){node_rX$prob_coop = predict(model2,
newdata=
data.frame(
prevCoop = node_rX$prev_coop,
alterPrevWealth = node_rX$prev_avg_env_wealth,
egoPrevWealth = node_rX$prev_wealth
),
type = "prob"
)[[1]]$C}
}
}
#####rearrange node degrees before round 1 depending on cooperation in practice rounds!
if(k==1){
if(fractionCoop==0){
node_rX$prob_coop
node_rX$coop = apply(data.frame(node_rX$prob_coop),1,function(x) {sample(1:0,1,prob=c(x,(1-x)))})
coop_rp_init = coop_rp
}
if(fractionCoop>0){
prob_coop_df = NULL
nodesCoop = NULL
#nodesCoop = node_rX$prev_degree<=quantile(node_rX$prev_degree,fractionCoop) #assign low-closeness centrality nodes to cooperators
#assign defectors to designated nodes
if(fractionCoop<1){nodesCoop = node_rX$prev_closeness<quantile(node_rX$prev_closeness,fractionCoop) & node_rX$prev_closeness>=quantile(node_rX$prev_closeness,fractionCoop-0.25)}
else if(fractionCoop==1){nodesCoop = node_rX$prev_closeness<=quantile(node_rX$prev_closeness,fractionCoop) & node_rX$prev_closeness>=quantile(node_rX$prev_closeness,fractionCoop-0.25)}
prob_coop_df =
data.frame(
prob_coop = rev(node_rX$prob_coop[order(coop_rp)]),
node_number = c(which(!nodesCoop),which(nodesCoop))
)
node_rX$prob_coop = prob_coop_df[order(prob_coop_df$node_number),]$prob_coop
#coop_rp of the rearranged nodes
coop_rp_init = rev(coop_rp[order(coop_rp)])[order(prob_coop_df$node_number)]
node_rX$coop = apply(data.frame(node_rX$prob_coop),1,function(x) {sample(1:0,1,prob=c(x,(1-x)))})
}
} else {
node_rX$coop = apply(data.frame(node_rX$prob_coop),1,function(x) {sample(1:0,1,prob=c(x,(1-x)))})
}
if (k==1) {
node_rX$initial_coop = node_rX$coop
} else {
node_rX$initial_coop = node_rX$initial_coop
}
node_rX$cost = (-50)*node_rX$coop*node_rX$prev_degree
node_rX$n_coop_received = NA
for (i in 1:(dim(node_rX)[1]))
{
node_rX[i,]$n_coop_received = sum(node_rX[node_rX$ego_id %in% node_rX[i,colnames(node_rX)[substr(colnames(node_rX),1,6) ==
"alt_id"]],"coop"])
}
node_rX$benefit = 100*node_rX$n_coop_received
node_rX$payoff = node_rX$cost + node_rX$benefit
node_rX$wealth = node_rX$prev_wealth + node_rX$payoff
node_rX$rel_rank = NA
node_rX$local_rate_coop = NA
for (i in 1:dim(node_rX)[1])
{
node_rX[i,]$rel_rank = rank1(na.omit(node_rX[node_rX$ego_id %in% node_rX[i,colnames(node_rX)[substr(colnames(node_rX),1,6) %in%
c("ego_id","alt_id")]],"wealth"]))/length(na.omit(node_rX[node_rX$ego_id %in%
node_rX[i,colnames(node_rX)[substr(colnames(node_rX),1,6) %in% c("ego_id","alt_id")]],"wealth"]))
node_rX[i,]$local_rate_coop = mean(na.omit(node_rX[node_rX$ego_id %in% node_rX[i,colnames(node_rX)[substr(colnames(node_rX),1,6) %in%
c("ego_id","alt_id")]],"coop"]))
}
node_rX$growth = as.numeric((node_rX$wealth/node_rX$prev_wealth) > 1)
node_rX = node_rX[,c("ego_id","round","group","prev_degree","initial_wealth","initial_local_gini","initial_coop","coop","wealth","rel_rank","local_rate_coop","growth","everIsolated","maxDegreeLost")] #Pruning the previous-round data (degree is not updating yet)
#3-2: Rewiring phase
# 30% of ties (unidirectional) are being rewired
link_rX_1 = link_import #Importing data (bidirectioanl ego-alter [ego_id < alter_id])
colnames(link_rX_1) = c("ego_id","alt_id","prev_connected")
link_rX_1$challenge = sample(0:1,dim(link_rX_1)[1],replace=TRUE,prob=c(0.7,0.3)) # The bidirectional ties being rewired are selected (rewiring rate = 0.3).
ego_node_data =
node_rX[,c("ego_id","wealth","coop","prev_degree","initial_wealth","initial_local_gini","initial_coop","rel_rank","local_rate_coop","growth")]
colnames(ego_node_data) =
c("ego_id","ego_wealth","ego_coop","ego_prev_degree","ego_initial_wealth","ego_initial_local_gini","ego_initial_coop","ego_rel_rank","ego_local_rate_coop","ego_growth")
alt_node_data =
node_rX[,c("ego_id","wealth","coop","prev_degree","initial_wealth","initial_local_gini","initial_coop","rel_rank","local_rate_coop","growth")]
colnames(alt_node_data) =
c("alt_id","alt_wealth","alt_coop","alt_prev_degree","alt_initial_wealth","alt_initial_local_gini","alt_initial_coop","alt_rel_rank","alt_local_rate_coop","alt_growth")
link_rX_2 = merge(x=link_rX_1,y=ego_node_data,all.x=TRUE,all.y=FALSE,by="ego_id")
link_rX_3 = merge(x=link_rX_2,y=alt_node_data,all.x=TRUE,all.y=FALSE,by="alt_id")
link_rX_3$choice = sample(c("ego","alt"),dim(link_rX_3)[1],replace=TRUE,prob=c(0.5,0.5)) #decision maker for breaking a link, which is a unilateral decision
#ego_prob: probability of choosing to connect when challenged (asked)
if(modelForPrediction=="linear"){
link_rX_3$ego_prob = inv.logit((0.5134401)*link_rX_3$prev_connected + (-0.852406)*link_rX_3$ego_coop + (2.96549)*link_rX_3$alt_coop + (-0.1808545))
link_rX_3$alt_prob = inv.logit((0.5134401)*link_rX_3$prev_connected + (-0.852406)*link_rX_3$alt_coop + (2.96549)*link_rX_3$ego_coop + (-0.1808545))}
if(modelForPrediction=="random forest"){
link_rX_3$ego_prob = predict(model3,
newdata=
data.frame(
previouslyconnected = link_rX_3$prev_connected,
ego_behavior = link_rX_3$ego_coop,
alter_behavior = link_rX_3$alt_coop
),
type = "prob"
)[[1]]$C
link_rX_3$alt_prob = predict(model3,
newdata=
data.frame(
previouslyconnected = link_rX_3$prev_connected,
ego_behavior = link_rX_3$alt_coop,
alter_behavior = link_rX_3$ego_coop
),
type = "prob"
)[[1]]$C
}
link_rX_3$prob_connect = ifelse(link_rX_3$prev_connected == 1, ifelse(link_rX_3$choice == "ego", link_rX_3$ego_prob,
link_rX_3$alt_prob), link_rX_3$ego_prob*link_rX_3$alt_prob)
link_rX_3$connect_update = apply(data.frame(link_rX_3$prob_connect),1, function(x) {sample(1:0,1,prob=c(x,(1-x)))})
link_rX_3$connected = ifelse(link_rX_3$challenge==0,link_rX_3$prev_connected,link_rX_3$connect_update)
link_rX = link_rX_3[,c("ego_id","alt_id","connected")] #pruning and data is updated
#Reflect the degree and local gini coefficient into the node data
link_rXc_ego = link_rX[link_rX$connected==1,]
link_rXc_alt = link_rX[link_rX$connected==1,]
colnames(link_rXc_alt) = c("alt_id","ego_id","connected")
link_rXc = rbind(link_rXc_ego,link_rXc_alt)
link_rXc = link_rXc[order(link_rXc$ego_id),]
link_rXc$alternumber = NA
link_rXc[1,]$alternumber = 1
for (i in 1:(dim(link_rXc)[1]-1))
{
if (link_rXc[i,]$ego_id == link_rXc[i+1,]$ego_id)
{
link_rXc[i+1,]$alternumber = link_rXc[i,]$alternumber + 1
}
else
{
link_rXc[i+1,]$alternumber = 1
}
#print(i)
}
link_rXc2 = reshape(link_rXc, direction = "wide", idvar=c("ego_id","connected"), timevar="alternumber")
link_rXc2$degree = apply(link_rXc2[,colnames(link_rXc2)[substr(colnames(link_rXc2),1,3) == "alt"]],1,function(x) {length(na.omit(x))})
node_rX_final = merge(x=node_rX[,c("ego_id","round","group","initial_wealth","initial_local_gini","initial_coop","coop","wealth","growth","everIsolated","maxDegreeLost")],y=link_rXc2,all.x=TRUE,all.y=FALSE,by="ego_id")
node_rX_final[is.na(node_rX_final$degree)==1,"degree"] = 0
node_rX_final$avg_env_wealth = NA
node_rX_final$local_gini = NA #needs to be updated because the social network changes at the rewiring phase
node_rX_final$local_rate_coop = NA
node_rX_final$rel_rank = NA
for (i in 1:dim(node_rX_final)[1])
{
node_rX_final[i,]$avg_env_wealth = mean(na.omit(node_rX_final[node_rX_final$ego_id %in%
node_rX_final[i,colnames(node_rX_final)[substr(colnames(node_rX_final),1,6) %in% c("ego_id","alt_id")]],"wealth"]))
node_rX_final[i,]$local_gini = gini(na.omit(node_rX_final[node_rX_final$ego_id %in%
node_rX_final[i,colnames(node_rX_final)[substr(colnames(node_rX_final),1,6) %in% c("ego_id","alt_id")]],"wealth"]))
node_rX_final[i,]$local_rate_coop = mean(na.omit(node_rX_final[node_rX_final$ego_id %in%
node_rX_final[i,colnames(node_rX_final)[substr(colnames(node_rX_final),1,6) %in% c("ego_id","alt_id")]],"coop"]))
node_rX_final[i,]$rel_rank = rank1(na.omit(node_rX_final[node_rX_final$ego_id %in%
node_rX_final[i,colnames(node_rX_final)[substr(colnames(node_rX_final),1,6) %in%
c("ego_id","alt_id")]],"wealth"]))/length(na.omit(node_rX_final[node_rX_final$ego_id %in%
node_rX_final[i,colnames(node_rX_final)[substr(colnames(node_rX_final),1,6) %in% c("ego_id","alt_id")]],"wealth"]))
node_rX_final[i,]$everIsolated = ifelse(node_rX_final[i,]$everIsolated==1,1,ifelse(node_rX_final[i,]$degree<=isolationDegree,1,0))
node_rX_final[i,]$maxDegreeLost = pmax(node_r0[i,]$initial_degree - node_rX_final[i,]$degree, node_rX_final[i,]$maxDegreeLost, na.rm=TRUE)
}
#Finalization of round X and Visualization
#plot(graph.data.frame(link_rX[link_rX$connected==1,],directed=F)) #plot.igraph
result[result$round==k,2:25] =
c(length(node_rX_final$ego_id),length(node_rX_final[node_rX_final$group=="rich",]$ego_id),mean(node_rX_final$coop),mean(node_rX_final$degree),mean(node_rX_final$wealth),gini(node_rX_final$wealth),gmd(node_rX_final$wealth),mean(node_rX_final[node_rX_final$group=="rich",]$coop),mean(node_rX_final[node_rX_final$group=="rich",]$degree),mean(node_rX_final[node_rX_final$group=="rich",]$wealth),gini(node_rX_final[node_rX_final$group=="rich",]$wealth),gmd(node_rX_final[node_rX_final$group=="rich",]$wealth),mean(node_rX_final[node_rX_final$group=="poor",]$coop),mean(node_rX_final[node_rX_final$group=="poor",]$degree),mean(node_rX_final[node_rX_final$group=="poor",]$wealth),gini(node_rX_final[node_rX_final$group=="poor",]$wealth),gmd(node_rX_final[node_rX_final$group=="poor",]$wealth),
as.numeric(ifelse(is.na(table(node_rX_final$degree<=isolationDegree)["TRUE"]),0,1)),
as.numeric(sum(node_rX_final$everIsolated)/length(node_rX_final$ego_id)),
prop.table(table(node_rX_final[node_rX_final$initial_coop==1]$coop))["0"],
prop.table(table(node_rX_final[node_rX_final$initial_coop==0]$coop))["1"],
suppressWarnings({mean(node_rX_final$maxDegreeLost,na.rm=TRUE)}),
suppressWarnings({mean(node_rX_final[node_rX_final$initial_coop==1]$maxDegreeLost,na.rm=TRUE)}),
suppressWarnings({mean(node_rX_final[node_rX_final$initial_coop==0]$maxDegreeLost,na.rm=TRUE)})
)
#For the loop
node_import = node_rX_final
colnames(node_import)[colnames(node_import) %in%
c("coop","wealth","growth","degree","avg_env_wealth","local_gini","local_rate_coop","rel_rank")] =
c("prev_coop","prev_wealth","prev_growth","prev_degree","prev_avg_env_wealth","prev_local_gini","prev_local_rate_coop","prev_rel_rank")
link_import = link_rX
#print(paste0("Round ",k," is done."))
g_rX = graph_from_data_frame(link_rX[link_rX$connected==1,][1:2], directed = FALSE, vertices=node_rX_final)
node_import$prev_closeness = closeness(g_rX)
}
trends.df = rbind(trends.df,cbind(result[c("round","gini","gmd","avg_wealth","avg_coop","avg_degree")],V,GINI,fractionCoop))
link_rX_final = data.table::melt(setDT(node_rX_final),
measure = patterns('alt_id'),
variable.name = 'linkNumber',
value.name = c('alt_id'))
link_rX_final = data.frame(link_rX_final)[c("ego_id","alt_id")]
link_rX_final = link_rX_final[complete.cases(link_rX_final),]
link_rX_final = data.frame(t(unique(apply(link_rX_final, 1, function(x) sort(x))))) %>% distinct(X1, X2)
node_g_final = data.frame(node_rX_final)[c("ego_id","initial_coop","coop")]
node_g_final$initial_coop = factor(node_g_final$initial_coop)
g_rX_final = graph_from_data_frame(link_rX_final, directed = FALSE, vertices=node_g_final)
g_r0 = graph_from_data_frame(link_r0[link_r0$connected==1,][1:2], directed = FALSE, vertices=node_r0)
E(g_r0)$coopEdgeC = sapply(E(g_r0), function(e) prod(ifelse(V(g_r0)[inc(e)]$coop_rp=="C",1,0)))
E(g_r0)$coopEdgeD = sapply(E(g_r0), function(e) prod(ifelse(V(g_r0)[inc(e)]$coop_rp=="D",1,0)))
E(g_r0)$coopEdgeCD = sapply(E(g_r0), function(e) ifelse(sum(ifelse(V(g_r0)[inc(e)]$coop_rp=="C",1,0))==1,1,0))
#C-assortativity, defined as number of observed C-C edges out of total possible C-C edges
homophilyC[m] = sum(E(g_r0)$coopEdgeC) / (table(V(g_r0)$coop_rp)["C"]*(table(V(g_r0)$coop_rp)["C"]-1)/2)
#D-assortativity, defined as number of observed C-C edges out of total possible C-C edges
homophilyD[m] = sum(E(g_r0)$coopEdgeD) / (table(V(g_r0)$coop_rp)["D"]*(table(V(g_r0)$coop_rp)["D"]-1)/2)
#heterophily, defined as number of observed C-D edges out of total possible C-D edges
heterophily[m] = sum(E(g_r0)$coopEdgeCD) / (table(V(g_r0)$coop_rp)["C"]*table(V(g_r0)$coop_rp)["D"])
coopFrac[m] = fractionCoop
avgCoop[m] = prop.table(table(V(g_r0)$coop_rp))["C"]
avgCoopFinal[m] = result[result$round==10,]$avg_coop
percentIsolation[m] = max(result[result$round>=1,]$percentIsolation)
isolation[m] = max(result[result$round>=1,]$isolation)
#percentage of isolation among those who cooperated in both practice rounds
percentIsolationC[m] = sum(node_rX_final[coop_rp_init==1,]$everIsolated)/length(node_rX_final[coop_rp_init==1,]$everIsolated)
#percentage of isolation among those who defected at least once in practice rounds
percentIsolationD[m] = sum(node_rX_final[coop_rp_init<=0.5,]$everIsolated)/length(node_rX_final[coop_rp_init<=0.5,]$everIsolated)
nCommunities[m] = max(membership(cluster_louvain(g_rX_final)),na.rm=TRUE)
communitySize[m] = mean(table(membership(cluster_louvain(g_rX_final))),na.rm=TRUE)
assortativityInitial[m] = assortativity(g_r0, V(g_r0)$coop_rp == "C")
assortativityFinal[m] = assortativity(g_rX_final, V(g_r0)$coop_rp == "C")
conversionRate[m] = prop.table(table(V(g_rX_final)$coop == ifelse(V(g_r0)$coop_rp=="C","1","0")))["FALSE"]
conversionToD[m] = prop.table(table(V(g_rX_final)$coop[V(g_r0)$coop_rp == "C"]))["0"]
conversionToC[m] = prop.table(table(V(g_rX_final)$coop[V(g_r0)$coop_rp == "C"]))["1"]
transitivity[m] = mean(transitivity(g_rX_final, type="global"),na.rm=TRUE)
degree[m] = mean(igraph::degree(g_rX_final),na.rm=TRUE)
degreeC[m] = mean(igraph::degree(g_r0)[coop_rp_init==1],na.rm=TRUE)
degreeD[m] = mean(igraph::degree(g_r0)[coop_rp_init<=0.5],na.rm=TRUE)
meanConversionToD[m] = mean(result[result$round>=2,]$meanConversionToD, na.rm=TRUE)
meanConversionToC[m] = mean(result[result$round>=2,]$meanConversionToC, na.rm=TRUE)
degreeLost[m] = result[result$round==10,]$degreeLost
degreeLostC[m] = result[result$round==10,]$degreeLostC
degreeLostD[m] = result[result$round==10,]$degreeLostD
avg_wealth[m] = result[result$round==10,]$avg_wealth
gini[m] = result[result$round==10,]$gini
}
df.netIntLowDegree = rbind(df.netIntLowDegree,
data.frame(
coopFrac = coopFrac,
avgCoop = avgCoop,
avgCoopFinal = avgCoopFinal,
percentIsolation = percentIsolation,
isolation = isolation,
percentIsolationC = percentIsolationC,
percentIsolationD = percentIsolationD,
nCommunities = nCommunities,
communitySize = communitySize,
assortativityInitial = assortativityInitial,
assortativityFinal = assortativityFinal,
conversionRate = conversionRate,
conversionToD = conversionToD,
conversionToC = conversionToC,
homophilyC = homophilyC,
homophilyD = homophilyD,
heterophily = heterophily,
transitivity = transitivity,
degree = degree,
degreeC = degreeC,
degreeD = degreeD,
meanConversionToD = meanConversionToD,
meanConversionToC = meanConversionToC,
degreeLost = degreeLost,
degreeLostC = degreeLostC,
degreeLostD = degreeLostD,
avg_wealth = avg_wealth,
gini = gini
))
#plot(g_r0,vertex.color=V(g_rX_final)$initial_coop,vertex.label=ifelse(is.na(V(g_rX_final)$initial_coop),"NA",ifelse(V(g_rX_final)$initial_coop==1,"C","D")),main=paste("fracCoop=",frac,", round 0",sep=""))
#plot(g_rX_final,vertex.color=V(g_rX_final)$initial_coop,vertex.label=ifelse(is.na(V(g_rX_final)$initial_coop),"NA",ifelse(V(g_rX_final)$initial_coop==1,"C","D")),main=paste("fracCoop=",frac,", final round",sep=""))
}
sum.netIntLowDegree <- data.frame(
df.netIntLowDegree %>%
group_by(coopFrac) %>%
summarise(
mean.isolation = mean(isolation),
ci.isolation = 1.96 * sd(isolation)/sqrt(n()),
mean.percentIsolation = mean(percentIsolation),
ci.percentIsolation = 1.96 * sd(percentIsolation)/sqrt(n()),
mean.percentIsolationC = mean(percentIsolationC,na.rm=TRUE),
ci.percentIsolationC = 1.96 * sd(percentIsolationC,na.rm=TRUE)/sqrt(sum(isolation)),
mean.percentIsolationD = mean(percentIsolationD,na.rm=TRUE),
ci.percentIsolationD = 1.96 * sd(percentIsolationD,na.rm=TRUE)/sqrt(sum(isolation)),
mean.avgCoop = mean(avgCoop,na.rm=TRUE),
ci.avgCoop = 1.96 * sd(avgCoop,na.rm=TRUE)/sqrt(n()),
mean.avgCoopFinal = mean(avgCoopFinal,na.rm=TRUE),
ci.avgCoopFinal = 1.96 * sd(avgCoopFinal,na.rm=TRUE)/sqrt(n()),
mean.nCommunities = mean(nCommunities,na.rm=TRUE),
ci.nCommunities = 1.96 * sd(nCommunities,na.rm=TRUE)/sqrt(n()),
mean.communitySize = mean(communitySize,na.rm=TRUE),
ci.communitySize = 1.96 * sd(communitySize,na.rm=TRUE)/sqrt(n()),
mean.assortativityInitial = mean(assortativityInitial,na.rm=TRUE),
ci.assortativityInitial = 1.96 * sd(assortativityInitial,na.rm=TRUE)/sqrt(n()),
mean.assortativityFinal = mean(assortativityFinal,na.rm=TRUE),
ci.assortativityFinal = 1.96 * sd(assortativityFinal,na.rm=TRUE)/sqrt(n()),
mean.conversionRate = mean(conversionRate,na.rm=TRUE),
ci.conversionRate = 1.96 * sd(conversionRate,na.rm=TRUE)/sqrt(n()),
mean.conversionToD = mean(conversionToD,na.rm=TRUE),
ci.conversionToD = 1.96 * sd(conversionToD,na.rm=TRUE)/sqrt(n()),
mean.conversionToC = mean(conversionToC,na.rm=TRUE),
ci.conversionToC = 1.96 * sd(conversionToC,na.rm=TRUE)/sqrt(n()),
mean.homophilyC = mean(homophilyC,na.rm=TRUE),
ci.homophilyC = 1.96 * sd(homophilyC,na.rm=TRUE)/sqrt(n()),
mean.homophilyD = mean(homophilyD,na.rm=TRUE),
ci.homophilyD = 1.96 * sd(homophilyD,na.rm=TRUE)/sqrt(n()),
mean.heterophily = mean(heterophily,na.rm=TRUE),
ci.heterophily = 1.96 * sd(heterophily,na.rm=TRUE)/sqrt(n()),
mean.transitivity = mean(transitivity,na.rm=TRUE),
ci.transitivity = 1.96 * sd(transitivity,na.rm=TRUE)/sqrt(n()),
mean.degree = mean(degree,na.rm=TRUE),
ci.degree = 1.96 * sd(degree,na.rm=TRUE)/sqrt(n()),
mean.degreeC = mean(degreeC,na.rm=TRUE),
ci.degreeC = 1.96 * sd(degreeC,na.rm=TRUE)/sqrt(n()),
mean.degreeD = mean(degreeD,na.rm=TRUE),
ci.degreeD = 1.96 * sd(degreeD,na.rm=TRUE)/sqrt(n()),
mean.meanConversionToD = mean(meanConversionToD,na.rm=TRUE),
ci.meanConversionToD = 1.96 * sd(meanConversionToD,na.rm=TRUE)/sqrt(n()),
mean.meanConversionToC = mean(meanConversionToC,na.rm=TRUE),
ci.meanConversionToC = 1.96 * sd(meanConversionToC,na.rm=TRUE)/sqrt(n()),
mean.degreeLost = mean(degreeLost,na.rm=TRUE),
ci.degreeLost = 1.96 * sd(degreeLost,na.rm=TRUE)/sqrt(n()),
mean.degreeLostC = mean(degreeLostC,na.rm=TRUE),
ci.degreeLostC = 1.96 * sd(degreeLostC,na.rm=TRUE)/sqrt(n()),
mean.degreeLostD = mean(degreeLostD,na.rm=TRUE),
ci.degreeLostD = 1.96 * sd(degreeLostD,na.rm=TRUE)/sqrt(n()),
mean.avg_wealth = mean(avg_wealth,na.rm=TRUE),
ci.avg_wealth = 1.96 * sd(avg_wealth,na.rm=TRUE)/sqrt(n()),
mean.gini = mean(gini,na.rm=TRUE),
ci.gini = 1.96 * sd(gini,na.rm=TRUE)/sqrt(n())
)
)
kable(sum.netIntLowDegree[c(1:9)]) %>% kableExtra::kable_styling(font_size = 10)
kable(sum.netIntLowDegree[c(1,10:17)]) %>% kableExtra::kable_styling(font_size = 10)
kable(sum.netIntLowDegree[c(1,18:25)]) %>% kableExtra::kable_styling(font_size = 10)
kable(sum.netIntLowDegree[c(1,26:33)]) %>% kableExtra::kable_styling(font_size = 10)
kable(sum.netIntLowDegree[c(1,34:ncol(sum.netIntLowDegree))]) %>% kableExtra::kable_styling(font_size = 10)
compare_means(percentIsolation ~ coopFrac, data=df.netIntLowDegree)
compare_means(avgCoop ~ coopFrac, data=df.netIntLowDegree)
compare_means(avgCoopFinal ~ coopFrac, data=df.netIntLowDegree)
compare_means(nCommunities ~ coopFrac, data=df.netIntLowDegree)
compare_means(communitySize ~ coopFrac, data=df.netIntLowDegree)
compare_means(assortativityInitial ~ coopFrac, data=df.netIntLowDegree)
compare_means(assortativityFinal ~ coopFrac, data=df.netIntLowDegree)
#compare_means(conversionRate ~ coopFrac, data=df.netIntLowDegree)
#compare_means(conversionToD ~ coopFrac, data=df.netIntLowDegree)
#compare_means(conversionToC ~ coopFrac, data=df.netIntLowDegree)
#compare_means(degreeC ~ coopFrac, data=df.netIntLowDegree)
#compare_means(degreeD ~ coopFrac, data=df.netIntLowDegree)
#compare_means(meanConversionToD ~ coopFrac, data=df.netIntLowDegree)
#compare_means(meanConversionToC ~ coopFrac, data=df.netIntLowDegree)
#compare_means(degreeLost ~ coopFrac, data=df.netIntLowDegree)
#compare_means(degreeLostC ~ coopFrac, data=df.netIntLowDegree)
#compare_means(degreeLostD ~ coopFrac, data=df.netIntLowDegree)
summary(lm(percentIsolation ~ assortativityInitial, data=df.netIntLowDegree))
#plot(df.netIntLowDegree$assortativityInitial, df.netIntLowDegree$percentIsolation)
#percentIsolation
g.percentIsolation = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="percentIsolation", add = "mean_se", color="coopFrac") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 0.098, method="t.test", color="black") +
labs(
title = paste("Isolation when defectors are assigned to 25% of nodes by degree, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Propoption of ever-isolated individuals") +
annotate("text", x=1, y=0.0990, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.0022, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.0024, xend = 3.7, yend = -0.0024), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.0022, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,0.10)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.percentIsolation)
#percentIsolationC
#percentage of isolation among those who cooperated in both practice rounds
g.percentIsolationC = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="percentIsolationC", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 0.098, method="t.test", color="black") +
labs(
title = paste("Isolation among initial cooperators, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Propoption of ever-isolated individuals") +
annotate("text", x=1, y=0.0990, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.0022, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.0024, xend = 3.7, yend = -0.0024), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.0022, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,0.10)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.percentIsolationC)
#percentIsolationD
#percentage of isolation among those who defected at least once in practice rounds
g.percentIsolationD = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="percentIsolationD", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 0.298, method="t.test", color="black") +
labs(
title = paste("Isolation among initial defectors, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Propoption of ever-isolated individuals") +
annotate("text", x=1, y=0.2990, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.0062, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.0064, xend = 3.7, yend = -0.0064), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.0062, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,0.30)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.percentIsolationD)
#avgCoopFinal
g.avgCoopFinal = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="avgCoopFinal", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 0.98, method="t.test", color="black") +
labs(
title = paste("Cooperation in final round, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Propoption of cooperators in final round") +
annotate("text", x=1, y=0.990, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.0212, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.0214, xend = 3.7, yend = -0.0214), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.0212, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,1.0)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.avgCoopFinal)
#avg_wealth
g.avg_wealth = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="avg_wealth", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 6800, method="t.test", color="black") +
labs(
title = paste("Wealth in final round, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Average wealth in final round") +
annotate("text", x=1, y=6900, label= "ref", color="black") +
annotate("text", x=2.4, y= -162, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -164, xend = 3.7, yend = -164), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -162, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,7000)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.avg_wealth)
#gini
g.gini = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="gini", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 0.48, method="t.test", color="black") +
labs(
title = paste("Gini coefficient in final round, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Gini coefficient in final round") +
annotate("text", x=1, y=0.490, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.0112, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.0114, xend = 3.7, yend = -0.0114), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.0112, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,0.50)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.gini)
#degree
g.degree = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="degree", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 14.8, method="t.test", color="black") +
labs(
title = paste("Degree in final round, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Mean degree in final round") +
annotate("text", x=1, y=14.90, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.312, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.314, xend = 3.7, yend = -0.314), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.312, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,15)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.degree)
#transitivity
g.transitivity = ggbarplot(data=df.netIntLowDegree, x="coopFrac", y="transitivity", add = "mean_se") +
stat_compare_means(ref.group = "0", label = "p.signif", label.y = 0.98, method="t.test", color="black") +
labs(
title = paste("Transitivity in final round, ","V=",V,", Gini=",GINI,sep=""),
x = "Closeness centrality percentile of nodes assigned to defectors ",
y = "Transitivity in final round") +
annotate("text", x=1, y=0.99, label= "ref", color="black") +
annotate("text", x=2.4, y= -0.0212, label= "Lowest degree nodes assigned to defectors", size=2.5) +
geom_segment(aes(x = 3.3, y = -0.0214, xend = 3.7, yend = -0.0214), linewidth=0.2, arrow = arrow(length = unit(0.1, "cm"))) +
annotate("text", x=4.6, y= -0.0212, label= "Highest degree nodes assigned to defectors", size=2.5) +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5, size=12),legend.position="none") +
coord_cartesian(ylim=c(0,1.00)) +
scale_x_discrete(labels=c('Control','0-25','25-50','50-75','75-100')) +
scale_color_manual(values = c('0' = "black",'0.25'="black",'0.5'="black",'0.75'="black",'1'="black")) +
geom_vline(xintercept = 1.5, linetype = "longdash")
print(g.transitivity)
#initial C-assortativity
plotList <- lapply(
unique(df.netIntLowDegree$coopFrac),
function(key) {
if(key==0){
ggplot(data = df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,], aes(x = homophilyC, y = percentIsolation)) +
geom_point() +
scale_x_continuous(paste("C-assortativity, ","Control",sep="")) +
scale_y_continuous("Proportion isolated") +
geom_smooth(method='lm', formula= y~x) +
stat_cor(method = "pearson")
}
else{
ggplot(data = df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,], aes(x = homophilyC, y = percentIsolation)) +
geom_point() +
scale_x_continuous(paste("C-assortativity, degree %ile = ",key,sep="")) +
scale_y_continuous("Proportion isolated") +
geom_smooth(method='lm', formula= y~x) +
stat_cor(method = "pearson")
}
}
)
plot= ggarrange(plotlist=plotList)
print(annotate_figure(plot, top = text_grob(paste("Proportion of ever-isolated individuals, ","V=",V,", Gini=", GINI, sep=""), color = "black", face = "bold", size = 10)))
lapply(unique(df.netIntLowDegree$coopFrac),
function(key) {
if(key==0){
reg = lm(percentIsolation ~ homophilyC + degreeD, data=df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,])
print(paste("Regression on proportion of ever-isolated individuals, ","Control"," ; ",sep=""))
print(summary(reg)[4]$coefficients)
}
else{
reg = lm(percentIsolation ~ homophilyC + degreeD, data=df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,])
print(paste("Regression on proportion of ever-isolated individuals, degree %ile = ",key," ; ",sep=""))
print(summary(reg)[4]$coefficients)
}
}
)
#initial D-assortativity
plotList <- lapply(
unique(df.netIntLowDegree$coopFrac),
function(key) {
if(key==0){
ggplot(data = df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,], aes(x = homophilyD, y = percentIsolation)) +
geom_point() +
scale_x_continuous(paste("D-assortativity, ","Control",sep="")) +
scale_y_continuous("Proportion isolated") +
geom_smooth(method='lm', formula= y~x) +
stat_cor(method = "pearson")
}
else{
ggplot(data = df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,], aes(x = homophilyD, y = percentIsolation)) +
geom_point() +
scale_x_continuous(paste("D-assortativity, degree %ile = ",key,sep="")) +
scale_y_continuous("Proportion isolated") +
geom_smooth(method='lm', formula= y~x) +
stat_cor(method = "pearson")
}
}
)
plot= ggarrange(plotlist=plotList)
print(annotate_figure(plot, top = text_grob(paste("Proportion of ever-isolated individuals, ","V=",V,", Gini=", GINI, sep=""), color = "black", face = "bold", size = 10)))
lapply(unique(df.netIntLowDegree$coopFrac),
function(key) {
if(key==0){
reg = lm(percentIsolation ~ homophilyD + degreeD, data=df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,])
print(paste("Regression on proportion of ever-isolated individuals, ","Control"," ; ",sep=""))
print(summary(reg)[4]$coefficients)
}
else{
reg = lm(percentIsolation ~ homophilyD + degreeD, data=df.netIntLowDegree[df.netIntLowDegree$coopFrac==key,])
print(paste("Regression on proportion of ever-isolated individuals, degree %ile = ",key," ; ",sep=""))
print(summary(reg)[4]$coefficients)
}
}
)
}
}
## Loading data last updated on 2023-01-20 20:37:15
## Call model1.invisible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 20:39:47
## Call model2.invisible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 22:02:59
## Call model3(redo=TRUE) to update data.
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning: Removed 1 rows containing non-finite values (`stat_summary()`).
## Warning: Removed 1 rows containing non-finite values (`stat_compare_means()`).






## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15721723 0.016211154 9.698090 1.765017e-20
## homophilyC -0.03242498 0.031778198 -1.020353 3.080585e-01
## degreeD -0.01847735 0.002611508 -7.075358 5.108727e-12
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15415896 0.013702110 11.2507462 2.572969e-26
## homophilyC -0.02027638 0.040822723 -0.4966936 6.196248e-01
## degreeD -0.01546004 0.003155982 -4.8986473 1.307637e-06
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17095448 0.015632796 10.935631 4.334479e-25
## homophilyC -0.02262882 0.038688893 -0.584892 5.588858e-01
## degreeD -0.02221935 0.003730253 -5.956527 4.879936e-09
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14985144 0.015091086 9.929798 2.558355e-21
## homophilyC -0.04764612 0.036933315 -1.290058 1.976304e-01
## degreeD -0.01756671 0.003284622 -5.348169 1.357635e-07
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.084302817 0.014297195 5.8964587 6.866022e-09
## homophilyC -0.018504313 0.030814960 -0.6004977 5.484483e-01
## degreeD -0.006466152 0.002569778 -2.5162292 1.217572e-02
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14530203 0.013176443 11.0274091 1.957591e-25
## homophilyD -0.01397525 0.020980906 -0.6660936 5.056616e-01
## degreeD -0.01712792 0.003333034 -5.1388372 3.985234e-07
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15776577 0.012237041 12.892477 5.285932e-33
## homophilyD -0.02677454 0.018818668 -1.422765 1.554329e-01
## degreeD -0.01576518 0.002921816 -5.395677 1.059249e-07
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17520166 0.01507278 11.623709 8.686405e-28
## homophilyD -0.03281136 0.01811494 -1.811287 7.070120e-02
## degreeD -0.02244546 0.00344213 -6.520805 1.725287e-10
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14416561 0.014619974 9.8608664 4.619649e-21
## homophilyD 0.01482319 0.016394845 0.9041373 3.663624e-01
## degreeD -0.02021382 0.003120186 -6.4784021 2.240702e-10
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.082052348 0.01425447 5.7562538 1.506719e-08
## homophilyD 0.007540888 0.01494158 0.5046915 6.139992e-01
## degreeD -0.007371411 0.00233479 -3.1572055 1.689665e-03
## Loading data last updated on 2023-01-20 21:50:22
## Call model1.visible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 21:54:00
## Call model2.visible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 22:02:59
## Call model3(redo=TRUE) to update data.
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs



## Warning: Removed 1 rows containing non-finite values (`stat_summary()`).
## Warning: Removed 1 rows containing non-finite values (`stat_compare_means()`).






## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15183304 0.014454328 10.504331 1.931068e-23
## homophilyC -0.03757887 0.029297676 -1.282657 2.002114e-01
## degreeD -0.02133913 0.002291528 -9.312185 4.062481e-19
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.18727540 0.013052830 14.347494 2.613522e-39
## homophilyC -0.14331357 0.039837602 -3.597445 3.535127e-04
## degreeD -0.02035613 0.003007671 -6.768071 3.686678e-11
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16828618 0.012558427 13.400259 3.560758e-35
## homophilyC -0.05079564 0.034421110 -1.475712 1.406545e-01
## degreeD -0.02587769 0.002931292 -8.828082 1.825577e-17
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.11831559 0.013218133 8.9510056 7.029111e-18
## homophilyC -0.02301923 0.029268225 -0.7864923 4.319540e-01
## degreeD -0.01643700 0.002846449 -5.7745616 1.360959e-08
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.103519998 0.01143284 9.054614 3.121935e-18
## homophilyC -0.007849712 0.02462461 -0.318775 7.500310e-01
## degreeD -0.013013427 0.00196911 -6.608786 1.000411e-10
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.139324970 0.011647322 11.9619749 3.826354e-29
## homophilyD -0.003886736 0.020208488 -0.1923318 8.475612e-01
## degreeD -0.020846701 0.003026866 -6.8872225 1.733098e-11
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16577110 0.011702943 14.164907 1.672917e-38
## homophilyD -0.02379993 0.019808549 -1.201498 2.301303e-01
## degreeD -0.02391639 0.002851124 -8.388407 5.134527e-16
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16456958 0.012034601 13.6747013 2.379639e-36
## homophilyD -0.01503936 0.015447366 -0.9735874 3.307360e-01
## degreeD -0.02740649 0.002675176 -10.2447432 1.801216e-22
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.115866615 0.012833708 9.0283039 3.838832e-18
## homophilyD -0.002766689 0.015399250 -0.1796639 8.574897e-01
## degreeD -0.017210407 0.002707976 -6.3554506 4.706224e-10
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.1025813816 0.011411301 8.98945539 5.263242e-18
## homophilyD 0.0009542362 0.012650269 0.07543209 9.399014e-01
## degreeD -0.0132773834 0.001820399 -7.29366491 1.205078e-12
## Loading data last updated on 2023-01-20 20:37:15
## Call model1.invisible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 20:39:47
## Call model2.invisible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 22:02:59
## Call model3(redo=TRUE) to update data.
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs



## Warning: Removed 1 rows containing non-finite values (`stat_summary()`).
## Warning: Removed 1 rows containing non-finite values (`stat_compare_means()`).






## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15851791 0.016024853 9.8920044 3.536086e-21
## homophilyC -0.02777185 0.032480994 -0.8550186 3.929536e-01
## degreeD -0.01844878 0.002540512 -7.2618360 1.487397e-12
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16766555 0.013724791 12.216255 3.397531e-30
## homophilyC -0.11480846 0.041888447 -2.740814 6.349393e-03
## degreeD -0.01189691 0.003162506 -3.761860 1.887529e-04
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16641078 0.015260045 10.9049993 5.689328e-25
## homophilyC -0.03728589 0.041825913 -0.8914543 3.731169e-01
## degreeD -0.01957622 0.003561883 -5.4960302 6.216702e-08
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.10431851 0.016083954 6.4858743 2.133466e-10
## homophilyC -0.00965795 0.035613863 -0.2711851 7.863612e-01
## degreeD -0.00979594 0.003463587 -2.8282642 4.869116e-03
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.106649090 0.014131553 7.5468770 2.144412e-13
## homophilyC -0.029247250 0.030437219 -0.9609041 3.370676e-01
## degreeD -0.009559281 0.002433916 -3.9275314 9.795460e-05
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14734797 0.012886215 11.4345428 4.976651e-27
## homophilyD -0.01427898 0.022358008 -0.6386519 5.233448e-01
## degreeD -0.01695236 0.003348825 -5.0621811 5.855369e-07
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.147944058 0.012255720 12.0714289 1.330819e-29
## homophilyD -0.007858681 0.020744187 -0.3788377 7.049702e-01
## degreeD -0.015008629 0.002985795 -5.0266784 6.976943e-07
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15882038 0.014595669 10.8813360 7.094027e-25
## homophilyD 0.01659103 0.018734700 0.8855778 3.762742e-01
## degreeD -0.02149524 0.003244477 -6.6251774 9.051835e-11
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.105136549 0.01556015 6.756780 3.959457e-11
## homophilyD -0.032712121 0.01867073 -1.752054 8.038131e-02
## degreeD -0.008597146 0.00328327 -2.618471 9.102076e-03
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.10553469 0.014097622 7.4859920 3.275707e-13
## homophilyD -0.01110077 0.015628254 -0.7103012 4.778519e-01
## degreeD -0.01023769 0.002248938 -4.5522343 6.688307e-06
## Loading data last updated on 2023-01-20 21:50:22
## Call model1.visible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 21:54:00
## Call model2.visible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 22:02:59
## Call model3(redo=TRUE) to update data.
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs



## Warning: Removed 1 rows containing non-finite values (`stat_summary()`).
## Warning: Removed 1 rows containing non-finite values (`stat_compare_means()`).






## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16845954 0.014239102 11.83077 1.280286e-28
## homophilyC -0.06814847 0.028861432 -2.36123 1.860016e-02
## degreeD -0.02273282 0.002257406 -10.07032 7.916384e-22
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.18664227 0.013223825 14.114091 2.799636e-38
## homophilyC -0.15141597 0.040359485 -3.751682 1.963622e-04
## degreeD -0.01955013 0.003047072 -6.416039 3.264051e-10
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16146624 0.012098660 13.345795 6.101536e-35
## homophilyC -0.08653724 0.033160943 -2.609613 9.337781e-03
## degreeD -0.02209192 0.002823977 -7.822983 3.120574e-14
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.11596321 0.011993108 9.6691541 2.223475e-20
## homophilyC -0.02431360 0.026555715 -0.9155695 3.603367e-01
## degreeD -0.01635591 0.002582647 -6.3330011 5.385754e-10
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.10005992 0.011188770 8.9428878 7.488546e-18
## homophilyC -0.01762508 0.024098913 -0.7313641 4.649015e-01
## degreeD -0.01216801 0.001927072 -6.3142444 6.026388e-10
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15034009 0.011507355 13.064695 1.006971e-33
## homophilyD 0.02019359 0.019965641 1.011417 3.123111e-01
## degreeD -0.02451522 0.002990492 -8.197722 2.117160e-15
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16113543 0.011881941 13.561373 7.196146e-36
## homophilyD -0.01262447 0.020111523 -0.627723 5.304737e-01
## degreeD -0.02360170 0.002894733 -8.153327 2.905646e-15
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15226359 0.011651958 13.0676402 9.588742e-34
## homophilyD -0.01150241 0.014956212 -0.7690721 4.422166e-01
## degreeD -0.02504153 0.002590118 -9.6681018 2.258976e-20
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.112644918 0.011641745 9.6759478 2.102638e-20
## homophilyD 0.009585474 0.013969006 0.6861959 4.929096e-01
## degreeD -0.017776675 0.002456466 -7.2366870 1.754813e-12
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.10031358 0.011163199 8.9860960 5.403341e-18
## homophilyD -0.01155875 0.012375230 -0.9340229 3.507475e-01
## degreeD -0.01249537 0.001780821 -7.0166337 7.512793e-12
## Loading data last updated on 2023-01-20 20:37:15
## Call model1.invisible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 20:39:47
## Call model2.invisible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 22:02:59
## Call model3(redo=TRUE) to update data.
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs



## Warning: Removed 1 rows containing non-finite values (`stat_summary()`).
## Warning: Removed 1 rows containing non-finite values (`stat_compare_means()`).






## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.15694230 0.016392636 9.573951 4.885753e-20
## homophilyC -0.04027299 0.033226459 -1.212076 2.260604e-01
## degreeD -0.01720200 0.002598819 -6.619162 9.396739e-11
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.16623310 0.014211639 11.696969 4.360415e-28
## homophilyC -0.11489591 0.043374319 -2.648939 8.331453e-03
## degreeD -0.01097368 0.003274687 -3.351062 8.663149e-04
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17118407 0.014583175 11.738464 2.970905e-28
## homophilyC -0.07392632 0.039970694 -1.849513 6.497726e-02
## degreeD -0.01793519 0.003403893 -5.269021 2.047384e-07
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.11308177 0.01655725 6.82974171 2.492205e-11
## homophilyC -0.00243358 0.03666187 -0.06637906 9.471027e-01
## degreeD -0.01178602 0.00356551 -3.30556380 1.016361e-03
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.114850395 0.01426970 8.048549 6.218387e-15
## homophilyC -0.053580359 0.03073477 -1.743314 8.189715e-02
## degreeD -0.009194377 0.00245771 -3.741035 2.046319e-04
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.143453337 0.013196947 10.8701914 7.915218e-25
## homophilyD -0.004574247 0.022897138 -0.1997737 8.417396e-01
## degreeD -0.016621520 0.003429577 -4.8465214 1.684099e-06
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.145572879 0.012685676 11.4753738 3.340736e-27
## homophilyD -0.003714425 0.021471936 -0.1729898 8.627299e-01
## degreeD -0.014183904 0.003090542 -4.5894547 5.635087e-06
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.159998543 0.013989251 11.4372485 4.793103e-27
## homophilyD 0.009395229 0.017956314 0.5232271 6.010499e-01
## degreeD -0.021018672 0.003109676 -6.7591192 3.909050e-11
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.11477040 0.016017175 7.165458 2.816324e-12
## homophilyD -0.03358769 0.019219113 -1.747619 8.114752e-02
## degreeD -0.01026031 0.003379703 -3.035860 2.524347e-03
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.11230553 0.014253951 7.878905 2.113196e-14
## homophilyD -0.01671858 0.015801557 -1.058034 2.905561e-01
## degreeD -0.01054776 0.002273876 -4.638670 4.494356e-06
## Loading data last updated on 2023-01-20 21:50:22
## Call model1.visible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 21:54:00
## Call model2.visible(redo=TRUE) to update data.
## Loading data last updated on 2023-01-20 22:02:59
## Call model3(redo=TRUE) to update data.
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_rX): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs
## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
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## Warning in closeness(g_r0): At centrality.c:2874 :closeness centrality is not well-defined for
## disconnected graphs



## Warning: Removed 1 rows containing non-finite values (`stat_summary()`).
## Warning: Removed 1 rows containing non-finite values (`stat_compare_means()`).






## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.135174254 0.013088390 10.32779859 8.849968e-23
## homophilyC -0.001802408 0.026529037 -0.06794094 9.458600e-01
## degreeD -0.020121009 0.002074977 -9.69697743 1.781259e-20
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14317845 0.01343781 10.654891 5.153116e-24
## homophilyC -0.10398119 0.04101259 -2.535348 1.153899e-02
## degreeD -0.01173863 0.00309638 -3.791083 1.684201e-04
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.1492954 0.01223791 12.199420 3.983669e-30
## homophilyC -0.1175023 0.03354262 -3.503074 5.014368e-04
## degreeD -0.0167788 0.00285648 -5.873944 7.797787e-09
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.11480929 0.01236411 9.285691 4.991432e-19
## homophilyC -0.03700254 0.02737720 -1.351582 1.771239e-01
## degreeD -0.01558868 0.00266254 -5.854814 8.685429e-09
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.092041435 0.010340635 8.900946 1.037976e-17
## homophilyC -0.053315077 0.022272158 -2.393799 1.704466e-02
## degreeD -0.009362499 0.001780996 -5.256890 2.179468e-07
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing non-finite values (`stat_cor()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).


## [1] "Regression on proportion of ever-isolated individuals, Control ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.136038838 0.010525802 12.9243208 3.955062e-33
## homophilyD 0.008729852 0.018262614 0.4780177 6.328487e-01
## degreeD -0.020949587 0.002735409 -7.6586661 9.950491e-14
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.25 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.12774044 0.011978792 10.6638838 4.763150e-24
## homophilyD -0.01800686 0.020275454 -0.8881114 3.749104e-01
## degreeD -0.01430467 0.002918328 -4.9016666 1.288609e-06
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.5 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.1337136820 0.011857108 11.27709056 2.052605e-26
## homophilyD 0.0003837234 0.015219539 0.02521255 9.798956e-01
## degreeD -0.0212018756 0.002635721 -8.04405073 6.447748e-15
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 0.75 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.110789378 0.012018944 9.2178959 8.575295e-19
## homophilyD -0.003023449 0.014421610 -0.2096472 8.340290e-01
## degreeD -0.016900650 0.002536057 -6.6641448 7.086526e-11
## [1] "Regression on proportion of ever-isolated individuals, degree %ile = 1 ; "
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.088192173 0.010374745 8.500660 2.236329e-16
## homophilyD -0.007989219 0.011501170 -0.694644 4.876043e-01
## degreeD -0.010929017 0.001655042 -6.603469 1.037716e-10
plot.trends <-
data.frame(
trends.df %>%
group_by(round, V, GINI, fractionCoop) %>%
summarize_all(list(mean=~mean(., na.rm=TRUE),sd=~sd(., na.rm=TRUE)))
)
plot.trends$V = factor(plot.trends$V)
plot.trends$GINI = factor(plot.trends$GINI)
for(i in unique(plot.trends$fractionCoop)){
g.gini = ggplot(data=plot.trends[plot.trends$fractionCoop==i,], aes(x=round,y=gini_mean,group=interaction(GINI,V))) +
geom_line(aes(color=GINI,linetype=V)) +
geom_ribbon(aes(ymin = gini_mean - gini_sd, ymax = gini_mean + gini_sd, fill=GINI),alpha=0.3) +
xlab("Round")+
ylab("gini") +
theme_bw()
g.gmd = ggplot(data=plot.trends[plot.trends$fractionCoop==i,], aes(x=round,y=gmd_mean,group=interaction(GINI,V))) +
geom_line(aes(color=GINI,linetype=V)) +
geom_ribbon(aes(ymin = gmd_mean - gmd_sd, ymax = gmd_mean + gmd_sd, fill=GINI),alpha=0.3) +
xlab("Round")+
ylab("gmd") +
theme_bw()
g.avg_wealth = ggplot(data=plot.trends[plot.trends$fractionCoop==i,], aes(x=round,y=avg_wealth_mean,group=interaction(GINI,V))) +
geom_line(aes(color=GINI,linetype=V)) +
geom_ribbon(aes(ymin = avg_wealth_mean - avg_wealth_sd, ymax = avg_wealth_mean + avg_wealth_sd, fill=GINI),alpha=0.3) +
xlab("Round")+
ylab("avg_wealth") +
theme_bw()
g.avg_coop = ggplot(data=plot.trends[plot.trends$fractionCoop==i,], aes(x=round,y=avg_coop_mean,group=interaction(GINI,V))) +
geom_line(aes(color=GINI,linetype=V)) +
geom_ribbon(aes(ymin = avg_coop_mean - avg_coop_sd, ymax = avg_coop_mean + avg_coop_sd, fill=GINI),alpha=0.3) +
xlab("Round")+
ylab("avg_coop") +
theme_bw()
g.avg_degree = ggplot(data=plot.trends[plot.trends$fractionCoop==i,], aes(x=round,y=avg_degree_mean,group=interaction(GINI,V))) +
geom_line(aes(color=GINI,linetype=V)) +
geom_ribbon(aes(ymin = avg_degree_mean - avg_degree_sd, ymax = avg_degree_mean + avg_degree_sd, fill=GINI),alpha=0.3) +
xlab("Round")+
ylab("avg_degree") +
theme_bw()
plot <- ggarrange(g.gini,g.gmd,g.avg_wealth,g.avg_coop,g.avg_degree,common.legend = TRUE,legend="bottom")
print(annotate_figure(plot, top = text_grob(paste("Closeness centrality percentile of nodes assigned to defectors =",i), color = "black", face = "bold", size = 10)))
}
## Warning: Removed 6 rows containing missing values (`geom_line()`).
## Warning: Removed 6 rows containing missing values (`geom_line()`).

## Warning: Removed 6 rows containing missing values (`geom_line()`).

## Warning: Removed 6 rows containing missing values (`geom_line()`).

## Warning: Removed 6 rows containing missing values (`geom_line()`).


fig1 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = homophilyC, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("C-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
fig2 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = homophilyD, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("D-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
fig3 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = heterophily, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("Heterophily") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
fig4 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = homophilyC, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("C-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
fig5 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = homophilyD, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("D-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
fig6 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = heterophily, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("Heterophily") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
fig7 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = degreeD, color = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("Mean degree of defectors") +
scale_color_viridis(option = "magma") +
labs(color="Isolated \nindividuals (%)")
print(ggarrange(fig1,fig2,fig3,fig4,fig5,fig6,fig7,common.legend = TRUE,legend="right"))
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Removed 1 rows containing missing values (`geom_point()`).

fig1 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("Isolated individuals (%)")
fig2 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = percentIsolation*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("Isolated individuals (%)")
fig3 = ggplot(data = df.netIntLowDegree,
aes(x = homophilyC, y = percentIsolation*100)) +
geom_point() +
scale_x_continuous("C-assortativity") +
scale_y_continuous("Isolated individuals (%)")
fig4 = ggplot(data = df.netIntLowDegree,
aes(x = homophilyD, y = percentIsolation*100)) +
geom_point() +
scale_x_continuous("D-assortativity") +
scale_y_continuous("Isolated individuals (%)")
print(ggarrange(fig1,fig2,fig3,fig4,common.legend = TRUE,legend="right"))
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).

reg.isolation = glm(percentIsolation*100 ~ degreeC + degreeD + homophilyC + homophilyD + heterophily, data=df.netIntLowDegree, family = gaussian(link = "identity"))
summary(reg.isolation)
##
## Call:
## glm(formula = percentIsolation * 100 ~ degreeC + degreeD + homophilyC +
## homophilyD + heterophily, family = gaussian(link = "identity"),
## data = df.netIntLowDegree)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -9.167 -3.359 -0.739 2.215 19.761
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 13.6994 0.6820 20.088 < 2e-16 ***
## degreeC 0.6884 0.2205 3.122 0.001816 **
## degreeD -1.3179 0.1356 -9.722 < 2e-16 ***
## homophilyC -10.3382 2.0862 -4.955 7.7e-07 ***
## homophilyD -1.8959 0.8147 -2.327 0.020045 *
## heterophily -10.4520 2.9300 -3.567 0.000368 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 20.28957)
##
## Null deviance: 61829 on 2494 degrees of freedom
## Residual deviance: 50501 on 2489 degrees of freedom
## (5 observations deleted due to missingness)
## AIC: 14599
##
## Number of Fisher Scoring iterations: 2
#variance inflation factor
car::vif(reg.isolation)
## degreeC degreeD homophilyC homophilyD heterophily
## 4.168543 3.047608 2.626181 1.431118 3.484110
reg.isolation = glm(percentIsolation*100 ~ degreeD + homophilyD, data=df.netIntLowDegree, family = gaussian(link = "identity"))
summary(reg.isolation)
##
## Call:
## glm(formula = percentIsolation * 100 ~ degreeD + homophilyD,
## family = gaussian(link = "identity"), data = df.netIntLowDegree)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -8.893 -3.473 -0.687 2.172 19.115
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 12.51046 0.40813 30.653 <2e-16 ***
## degreeD -1.78171 0.07939 -22.441 <2e-16 ***
## homophilyD -0.32122 0.69636 -0.461 0.645
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 20.49007)
##
## Null deviance: 61829 on 2494 degrees of freedom
## Residual deviance: 51061 on 2492 degrees of freedom
## (5 observations deleted due to missingness)
## AIC: 14620
##
## Number of Fisher Scoring iterations: 2
#variance inflation factor
car::vif(reg.isolation)
## degreeD homophilyD
## 1.035236 1.035236
#double machine learning
library(DoubleML)
library(mlr3)
library(mlr3learners)
set.seed(3141)
##degreeC
dml_data = DoubleMLData$new(df.netIntLowDegree[complete.cases(df.netIntLowDegree[c("percentIsolation","degreeC","degreeD","homophilyC","homophilyD","heterophily")]),],
y_col = "percentIsolation",
d_cols = "degreeC",
x_cols = c("degreeD","homophilyC","homophilyD","heterophily"))
print(dml_data)
## ================= DoubleMLData Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): degreeC
## Covariates: degreeD, homophilyC, homophilyD, heterophily
## Instrument(s):
## No. Observations: 2495
# surpress messages from mlr3 package during fitting
lgr::get_logger("mlr3")$set_threshold("warn")
learner = lrn("regr.ranger", num.trees=500, mtry=floor(sqrt(4)), max.depth=5, min.node.size=2)
ml_l = learner$clone()
ml_m = learner$clone()
obj_dml_plr = DoubleMLPLR$new(dml_data, ml_l=ml_l, ml_m=ml_m)
obj_dml_plr$fit()
print(obj_dml_plr)
## ================= DoubleMLPLR Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): degreeC
## Covariates: degreeD, homophilyC, homophilyD, heterophily
## Instrument(s):
## No. Observations: 2495
##
## ------------------ Score & algorithm ------------------
## Score function: partialling out
## DML algorithm: dml2
##
## ------------------ Machine learner ------------------
## ml_l: regr.ranger
## ml_m: regr.ranger
##
## ------------------ Resampling ------------------
## No. folds: 5
## No. repeated sample splits: 1
## Apply cross-fitting: TRUE
##
## ------------------ Fit summary ------------------
## Estimates and significance testing of the effect of target variables
## Estimate. Std. Error t value Pr(>|t|)
## degreeC 0.005136 0.002050 2.505 0.0122 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##degreeD
dml_data = DoubleMLData$new(df.netIntLowDegree[complete.cases(df.netIntLowDegree[c("percentIsolation","degreeC","degreeD","homophilyC","homophilyD","heterophily")]),],
y_col = "percentIsolation",
d_cols = "degreeD",
x_cols = c("degreeC","homophilyC","homophilyD","heterophily"))
print(dml_data)
## ================= DoubleMLData Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): degreeD
## Covariates: degreeC, homophilyC, homophilyD, heterophily
## Instrument(s):
## No. Observations: 2495
# surpress messages from mlr3 package during fitting
lgr::get_logger("mlr3")$set_threshold("warn")
learner = lrn("regr.ranger", num.trees=500, mtry=floor(sqrt(4)), max.depth=5, min.node.size=2)
ml_l = learner$clone()
ml_m = learner$clone()
obj_dml_plr = DoubleMLPLR$new(dml_data, ml_l=ml_l, ml_m=ml_m)
obj_dml_plr$fit()
print(obj_dml_plr)
## ================= DoubleMLPLR Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): degreeD
## Covariates: degreeC, homophilyC, homophilyD, heterophily
## Instrument(s):
## No. Observations: 2495
##
## ------------------ Score & algorithm ------------------
## Score function: partialling out
## DML algorithm: dml2
##
## ------------------ Machine learner ------------------
## ml_l: regr.ranger
## ml_m: regr.ranger
##
## ------------------ Resampling ------------------
## No. folds: 5
## No. repeated sample splits: 1
## Apply cross-fitting: TRUE
##
## ------------------ Fit summary ------------------
## Estimates and significance testing of the effect of target variables
## Estimate. Std. Error t value Pr(>|t|)
## degreeD -0.015249 0.001099 -13.87 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##homophilyC
dml_data = DoubleMLData$new(df.netIntLowDegree[complete.cases(df.netIntLowDegree[c("percentIsolation","degreeC","degreeD","homophilyC","homophilyD","heterophily")]),],
y_col = "percentIsolation",
d_cols = "homophilyC",
x_cols = c("degreeC","degreeD","homophilyD","heterophily"))
print(dml_data)
## ================= DoubleMLData Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): homophilyC
## Covariates: degreeC, degreeD, homophilyD, heterophily
## Instrument(s):
## No. Observations: 2495
# surpress messages from mlr3 package during fitting
lgr::get_logger("mlr3")$set_threshold("warn")
learner = lrn("regr.ranger", num.trees=500, mtry=floor(sqrt(4)), max.depth=5, min.node.size=2)
ml_l = learner$clone()
ml_m = learner$clone()
obj_dml_plr = DoubleMLPLR$new(dml_data, ml_l=ml_l, ml_m=ml_m)
obj_dml_plr$fit()
print(obj_dml_plr)
## ================= DoubleMLPLR Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): homophilyC
## Covariates: degreeC, degreeD, homophilyD, heterophily
## Instrument(s):
## No. Observations: 2495
##
## ------------------ Score & algorithm ------------------
## Score function: partialling out
## DML algorithm: dml2
##
## ------------------ Machine learner ------------------
## ml_l: regr.ranger
## ml_m: regr.ranger
##
## ------------------ Resampling ------------------
## No. folds: 5
## No. repeated sample splits: 1
## Apply cross-fitting: TRUE
##
## ------------------ Fit summary ------------------
## Estimates and significance testing of the effect of target variables
## Estimate. Std. Error t value Pr(>|t|)
## homophilyC -0.08766 0.01836 -4.775 1.79e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##homophilyD
dml_data = DoubleMLData$new(df.netIntLowDegree[complete.cases(df.netIntLowDegree[c("percentIsolation","degreeC","degreeD","homophilyC","homophilyD","heterophily")]),],
y_col = "percentIsolation",
d_cols = "homophilyD",
x_cols = c("degreeC","degreeD","homophilyC","heterophily"))
print(dml_data)
## ================= DoubleMLData Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): homophilyD
## Covariates: degreeC, degreeD, homophilyC, heterophily
## Instrument(s):
## No. Observations: 2495
# surpress messages from mlr3 package during fitting
lgr::get_logger("mlr3")$set_threshold("warn")
learner = lrn("regr.ranger", num.trees=500, mtry=floor(sqrt(4)), max.depth=5, min.node.size=2)
ml_l = learner$clone()
ml_m = learner$clone()
obj_dml_plr = DoubleMLPLR$new(dml_data, ml_l=ml_l, ml_m=ml_m)
obj_dml_plr$fit()
print(obj_dml_plr)
## ================= DoubleMLPLR Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): homophilyD
## Covariates: degreeC, degreeD, homophilyC, heterophily
## Instrument(s):
## No. Observations: 2495
##
## ------------------ Score & algorithm ------------------
## Score function: partialling out
## DML algorithm: dml2
##
## ------------------ Machine learner ------------------
## ml_l: regr.ranger
## ml_m: regr.ranger
##
## ------------------ Resampling ------------------
## No. folds: 5
## No. repeated sample splits: 1
## Apply cross-fitting: TRUE
##
## ------------------ Fit summary ------------------
## Estimates and significance testing of the effect of target variables
## Estimate. Std. Error t value Pr(>|t|)
## homophilyD -0.009869 0.006733 -1.466 0.143
##heterophily
dml_data = DoubleMLData$new(df.netIntLowDegree[complete.cases(df.netIntLowDegree[c("percentIsolation","degreeC","degreeD","homophilyC","homophilyD","heterophily")]),],
y_col = "percentIsolation",
d_cols = "heterophily",
x_cols = c("degreeC","degreeD","homophilyC","homophilyD"))
print(dml_data)
## ================= DoubleMLData Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): heterophily
## Covariates: degreeC, degreeD, homophilyC, homophilyD
## Instrument(s):
## No. Observations: 2495
# surpress messages from mlr3 package during fitting
lgr::get_logger("mlr3")$set_threshold("warn")
learner = lrn("regr.ranger", num.trees=500, mtry=floor(sqrt(4)), max.depth=5, min.node.size=2)
ml_l = learner$clone()
ml_m = learner$clone()
obj_dml_plr = DoubleMLPLR$new(dml_data, ml_l=ml_l, ml_m=ml_m)
obj_dml_plr$fit()
print(obj_dml_plr)
## ================= DoubleMLPLR Object ==================
##
##
## ------------------ Data summary ------------------
## Outcome variable: percentIsolation
## Treatment variable(s): heterophily
## Covariates: degreeC, degreeD, homophilyC, homophilyD
## Instrument(s):
## No. Observations: 2495
##
## ------------------ Score & algorithm ------------------
## Score function: partialling out
## DML algorithm: dml2
##
## ------------------ Machine learner ------------------
## ml_l: regr.ranger
## ml_m: regr.ranger
##
## ------------------ Resampling ------------------
## No. folds: 5
## No. repeated sample splits: 1
## Apply cross-fitting: TRUE
##
## ------------------ Fit summary ------------------
## Estimates and significance testing of the effect of target variables
## Estimate. Std. Error t value Pr(>|t|)
## heterophily -0.08703 0.02397 -3.632 0.000282 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
fig1 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = homophilyC, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("C-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
fig2 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = homophilyD, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("D-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
fig3 = ggplot(data = df.netIntLowDegree,
aes(x = degreeD, y = heterophily, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of defectors") +
scale_y_continuous("Heterophily") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
fig4 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = homophilyC, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("C-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
fig5 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = homophilyD, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("D-assortativity") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
fig6 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = heterophily, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("Heterophily") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
fig7 = ggplot(data = df.netIntLowDegree,
aes(x = degreeC, y = degreeD, color = avgCoopFinal*100)) +
geom_point() +
scale_x_continuous("Mean degree of cooperators") +
scale_y_continuous("Mean degree of defectors") +
scale_color_viridis(option = "magma") +
labs(color="Cooperation in \nfinal round (%)")
print(ggarrange(fig1,fig2,fig3,fig4,fig5,fig6,fig7,common.legend = TRUE,legend="right"))
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).
## Removed 1 rows containing missing values (`geom_point()`).
